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Article

An Analysis of Individual Differences in Within-Test Practice Effects in Progressive Matrices

by
José H. Lozano
1,*,
Susan E. Embretson
2 and
Javier Revuelta
1
1
Department of Social Psychology and Methodology, Faculty of Psychology, Universidad Autónoma de Madrid, 28049 Madrid, Spain
2
School of Psychology, Georgia Institute of Technology, Atlanta, GA 30332, USA
*
Author to whom correspondence should be addressed.
J. Intell. 2025, 13(11), 147; https://doi.org/10.3390/jintelligence13110147
Submission received: 1 August 2025 / Revised: 9 October 2025 / Accepted: 28 October 2025 / Published: 13 November 2025

Abstract

The present study aimed to investigate individual differences in practice effects during progressive matrices based on Carpenter et al.’s taxonomy of abstract rules. To this end, data from a non-verbal reasoning test, the Abstract Reasoning Test (ART), were used. Because the ART was developed from Carpenter et al.’s theory, the impact of extraneous factors unrelated to the theoretical model is minimized, thereby allowing for a more precise identification of practice effects. The sample consisted of 765 military recruits who responded to 34 items on the ART. Analyses were conducted using a random weights operation-specific learning model (RWOSLM), in which practice parameters were treated as random effects allowed to vary across individuals. The model measures within-test practice effects specific to each examinee, allowing the hypothesis of rule learning during the ART to be assessed at the individual level. Correlations between practice effects and external measures associated with intelligence were examined to investigate the nature of the practice effects. The results suggest individual differences in rule learning within the ART. Decreases in difficulty were observed for both pairwise progression and figure addition or subtraction, although between-person variability was evident only for the latter. Additionally, the results revealed between-person variability in decreases in difficulty associated with one of the items’ figural properties, which suggests the existence of individual differences in the process of increasing familiarity with this feature throughout the test. Individual differences in practice effects during the ART significantly correlated with external measures of abilities and intellect, suggesting that practice effects during progressive matrices are conceptually tied to intelligence.
Keywords: progressive matrices; non-verbal reasoning; practice effect; person-specific effects; operation-specific learning; linear logistic test model progressive matrices; non-verbal reasoning; practice effect; person-specific effects; operation-specific learning; linear logistic test model

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MDPI and ACS Style

Lozano, J.H.; Embretson, S.E.; Revuelta, J. An Analysis of Individual Differences in Within-Test Practice Effects in Progressive Matrices. J. Intell. 2025, 13, 147. https://doi.org/10.3390/jintelligence13110147

AMA Style

Lozano JH, Embretson SE, Revuelta J. An Analysis of Individual Differences in Within-Test Practice Effects in Progressive Matrices. Journal of Intelligence. 2025; 13(11):147. https://doi.org/10.3390/jintelligence13110147

Chicago/Turabian Style

Lozano, José H., Susan E. Embretson, and Javier Revuelta. 2025. "An Analysis of Individual Differences in Within-Test Practice Effects in Progressive Matrices" Journal of Intelligence 13, no. 11: 147. https://doi.org/10.3390/jintelligence13110147

APA Style

Lozano, J. H., Embretson, S. E., & Revuelta, J. (2025). An Analysis of Individual Differences in Within-Test Practice Effects in Progressive Matrices. Journal of Intelligence, 13(11), 147. https://doi.org/10.3390/jintelligence13110147

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